{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-07T05:47:09.689371Z",
     "start_time": "2025-06-07T05:47:09.493722Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, precision_recall_fscore_support\n",
    "from skimage.feature import hog\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "import os\n",
    "import gzip"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-07T06:21:04.819444Z",
     "start_time": "2025-06-07T06:21:04.806612Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数据集路径\n",
    "mnist_data_dir = r'D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\MNIST\\raw'\n",
    "cifar10_data_dir = r'D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\cifar-10-python\\cifar-10-batches-py'\n",
    "\n",
    "# 加载 MNIST 数据集\n",
    "def load_mnist(data_dir):\n",
    "    # 加载训练数据\n",
    "    with gzip.open(os.path.join(data_dir, 'train-images-idx3-ubyte.gz'), 'rb') as f:\n",
    "        train_images = np.frombuffer(f.read(), np.uint8, offset=16).reshape(-1, 784)\n",
    "    with gzip.open(os.path.join(data_dir, 'train-labels-idx1-ubyte.gz'), 'rb') as f:\n",
    "        train_labels = np.frombuffer(f.read(), np.uint8, offset=8)\n",
    "\n",
    "    # 加载测试数据\n",
    "    with gzip.open(os.path.join(data_dir, 't10k-images-idx3-ubyte.gz'), 'rb') as f:\n",
    "        test_images = np.frombuffer(f.read(), np.uint8, offset=16).reshape(-1, 784)\n",
    "    with gzip.open(os.path.join(data_dir, 't10k-labels-idx1-ubyte.gz'), 'rb') as f:\n",
    "        test_labels = np.frombuffer(f.read(), np.uint8, offset=8)\n",
    "\n",
    "    # 归一化数据\n",
    "    train_images = train_images / 255.0\n",
    "    test_images = test_images / 255.0\n",
    "\n",
    "    return train_images, test_images, train_labels, test_labels\n",
    "\n",
    "\n",
    "# 加载 CIFAR-10 数据集\n",
    "def load_cifar10(data_dir):\n",
    "    # 加载 CIFAR-10 数据集的函数\n",
    "    def unpickle(file):\n",
    "        with open(file, 'rb') as fo:\n",
    "            dict = pickle.load(fo, encoding='bytes')\n",
    "        return dict\n",
    "\n",
    "    # 加载训练数据\n",
    "    train_data = []\n",
    "    train_labels = []\n",
    "    for i in range(1, 6):\n",
    "        batch_file = os.path.join(data_dir, f'data_batch_{i}')\n",
    "        batch = unpickle(batch_file)\n",
    "        train_data.append(batch[b'data'])\n",
    "        train_labels.extend(batch[b'labels'])\n",
    "    train_data = np.array(train_data).reshape(-1, 3072)\n",
    "    train_labels = np.array(train_labels)\n",
    "\n",
    "    # 加载测试数据\n",
    "    test_file = os.path.join(data_dir, 'test_batch')\n",
    "    test_batch = unpickle(test_file)\n",
    "    test_data = np.array(test_batch[b'data'])\n",
    "    test_labels = np.array(test_batch[b'labels'])\n",
    "\n",
    "    # 归一化数据\n",
    "    train_data = train_data / 255.0\n",
    "    test_data = test_data / 255.0\n",
    "\n",
    "    return train_data, test_data, train_labels, test_labels\n",
    "\n",
    "# 特征工程\n",
    "def extract_hog_features(X, pixels_per_cell=(8, 8), orientations=8):\n",
    "    # 提取 HOG 特征的函数\n",
    "    X_reshaped = X.reshape(-1, 28 if X.shape[1] == 784 else 32, 28 if X.shape[1] == 784 else 32, 1 if X.shape[1] == 784 else 3)\n",
    "    hog_features = []\n",
    "    for img in X_reshaped:\n",
    "        hog_feat = hog(img, orientations=orientations, pixels_per_cell=pixels_per_cell, cells_per_block=(2, 2), channel_axis=-1)\n",
    "        hog_features.append(hog_feat)\n",
    "    return np.array(hog_features)\n",
    "\n",
    "def extract_color_histogram(X, bins=16):\n",
    "    # 提取色彩直方图特征的函数\n",
    "    X_reshaped = X.reshape(-1, 32, 32, 3)\n",
    "    histograms = []\n",
    "    for img in X_reshaped:\n",
    "        hist_r, _ = np.histogram(img[:, :, 0], bins=bins, range=(0, 1))\n",
    "        hist_g, _ = np.histogram(img[:, :, 1], bins=bins, range=(0, 1))\n",
    "        hist_b, _ = np.histogram(img[:, :, 2], bins=bins, range=(0, 1))\n",
    "        histograms.append(np.concatenate([hist_r, hist_g, hist_b]))\n",
    "    return np.array(histograms)\n",
    "\n",
    "def apply_pca(X, variance_ratio=0.95):\n",
    "    # 应用 PCA 降维的函数\n",
    "    pca = PCA(n_components=variance_ratio, svd_solver='full')\n",
    "    X_pca = pca.fit_transform(X)\n",
    "    return X_pca, pca"
   ],
   "id": "88792bf4b784901b",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-07T06:21:26.174066Z",
     "start_time": "2025-06-07T06:21:26.167455Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义模型\n",
    "models = {\n",
    "    'Logistic Regression':LogisticRegression(solver='saga', tol=1e-4, max_iter=2000),\n",
    "    'SVM': SVC(kernel='rbf'),\n",
    "    'Decision Tree': DecisionTreeClassifier(max_depth=10),\n",
    "    'Random Forest': RandomForestClassifier(n_estimators=100),\n",
    "    'KNN': KNeighborsClassifier(n_neighbors=5),\n",
    "    'Naive Bayes': GaussianNB()\n",
    "}\n",
    "\n",
    "# 训练和评估函数\n",
    "def train_and_evaluate(X_train, X_test, y_train, y_test, feature_type, dataset_name):\n",
    "    # 训练和评估模型的函数\n",
    "    results = []\n",
    "    scaler = StandardScaler()\n",
    "    X_train_scaled = scaler.fit_transform(X_train)\n",
    "    X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "    svm_cm = None\n",
    "    for name, model in models.items():\n",
    "        start_time = time.time()\n",
    "        model.fit(X_train_scaled, y_train)\n",
    "        train_time = time.time() - start_time\n",
    "\n",
    "        start_time = time.time()\n",
    "        y_pred = model.predict(X_test_scaled)\n",
    "        inference_time = time.time() - start_time\n",
    "        accuracy = accuracy_score(y_test, y_pred)\n",
    "        precision, recall, f1, _ = precision_recall_fscore_support(y_test, y_pred, average='macro')\n",
    "\n",
    "        results.append({\n",
    "            'Model': name,\n",
    "            'Dataset': dataset_name,\n",
    "            'Feature Type': feature_type,\n",
    "            'Accuracy (%)': accuracy * 100,\n",
    "            'Training Time (s)': train_time,\n",
    "            'Inference Time (s)': inference_time,\n",
    "            'Precision (%)': precision * 100,\n",
    "            'Recall (%)': recall * 100,\n",
    "            'F1-score (%)': f1 * 100\n",
    "        })\n",
    "        if name == 'SVM':\n",
    "            svm_cm = confusion_matrix(y_test, y_pred)\n",
    "    return results, svm_cm"
   ],
   "id": "d8ced6c12a7306a7",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-07T14:46:57.292855Z",
     "start_time": "2025-06-07T06:21:47.432927Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制混淆矩阵\n",
    "def plot_confusion_matrix(cm, dataset_name, feature_type, classes):\n",
    "    # 绘制混淆矩阵的函数\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=classes, yticklabels=classes)\n",
    "    plt.title(f'SVM Confusion Matrix - {dataset_name} ({feature_type})')\n",
    "    plt.xlabel('Predicted')\n",
    "    plt.ylabel('True')\n",
    "    plt.savefig(f'cm_{dataset_name}_{feature_type.replace(\" \", \"_\")}.png')\n",
    "    plt.show()\n",
    "\n",
    "# 主程序\n",
    "results = []\n",
    "mnist_classes = [str(i) for i in range(10)]\n",
    "cifar_classes = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "\n",
    "# MNIST 数据集实验\n",
    "X_train_m, X_test_m, y_train_m, y_test_m = load_mnist(mnist_data_dir)\n",
    "results_m_raw, cm_m_raw = train_and_evaluate(X_train_m, X_test_m, y_train_m, y_test_m, 'Raw', 'MNIST')\n",
    "results.extend(results_m_raw)\n",
    "plot_confusion_matrix(cm_m_raw, 'MNIST', 'Raw', mnist_classes)\n",
    "\n",
    "X_train_hog_m = extract_hog_features(X_train_m)\n",
    "X_test_hog_m = extract_hog_features(X_test_m)\n",
    "X_train_hog_pca_m, pca_m = apply_pca(X_train_hog_m)\n",
    "X_test_hog_pca_m = pca_m.transform(X_test_hog_m)\n",
    "results_m_hog, cm_m_hog = train_and_evaluate(X_train_hog_pca_m, X_test_hog_pca_m, y_train_m, y_test_m, 'HOG+PCA', 'MNIST')\n",
    "results.extend(results_m_hog)\n",
    "plot_confusion_matrix(cm_m_hog, 'MNIST', 'HOG+PCA', mnist_classes)\n",
    "\n",
    "# CIFAR-10 数据集实验\n",
    "X_train_c, X_test_c, y_train_c, y_test_c = load_cifar10(cifar10_data_dir)\n",
    "results_c_raw, cm_c_raw = train_and_evaluate(X_train_c, X_test_c, y_train_c, y_test_c, 'Raw', 'CIFAR-10')\n",
    "results.extend(results_c_raw)\n",
    "plot_confusion_matrix(cm_c_raw, 'CIFAR-10', 'Raw', cifar_classes)\n",
    "\n",
    "X_train_hog_c = extract_hog_features(X_train_c)\n",
    "X_test_hog_c = extract_hog_features(X_test_c)\n",
    "X_train_color_c = extract_color_histogram(X_train_c)\n",
    "X_test_color_c = extract_color_histogram(X_test_c)\n",
    "X_train_combined_c = np.hstack([X_train_hog_c, X_train_color_c])\n",
    "X_test_combined_c = np.hstack([X_test_hog_c, X_test_color_c])\n",
    "X_train_combined_pca_c, pca_c = apply_pca(X_train_combined_c)\n",
    "X_test_combined_pca_c = pca_c.transform(X_test_combined_c)\n",
    "results_c_hog_color, cm_c_hog_color = train_and_evaluate(X_train_combined_pca_c, X_test_combined_pca_c, y_train_c, y_test_c, 'HOG+Color+PCA', 'CIFAR-10')\n",
    "results.extend(results_c_hog_color)\n",
    "plot_confusion_matrix(cm_c_hog_color, 'CIFAR-10', 'HOG+Color+PCA', cifar_classes)\n",
    "\n",
    "# 结果整理\n",
    "results_df = pd.DataFrame(results)\n",
    "print(results_df)"
   ],
   "id": "aaf956c9ee37d5d4",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\test1\\venv\\Lib\\site-packages\\sklearn\\linear_model\\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\test1\\venv\\Lib\\site-packages\\sklearn\\linear_model\\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Model   Dataset   Feature Type  Accuracy (%)  \\\n",
      "0   Logistic Regression     MNIST            Raw         92.61   \n",
      "1                   SVM     MNIST            Raw         96.61   \n",
      "2         Decision Tree     MNIST            Raw         86.46   \n",
      "3         Random Forest     MNIST            Raw         96.94   \n",
      "4                   KNN     MNIST            Raw         94.43   \n",
      "5           Naive Bayes     MNIST            Raw         52.40   \n",
      "6   Logistic Regression     MNIST        HOG+PCA         93.99   \n",
      "7                   SVM     MNIST        HOG+PCA         96.96   \n",
      "8         Decision Tree     MNIST        HOG+PCA         77.82   \n",
      "9         Random Forest     MNIST        HOG+PCA         93.31   \n",
      "10                  KNN     MNIST        HOG+PCA         93.36   \n",
      "11          Naive Bayes     MNIST        HOG+PCA         89.69   \n",
      "12  Logistic Regression  CIFAR-10            Raw         36.82   \n",
      "13                  SVM  CIFAR-10            Raw         54.81   \n",
      "14        Decision Tree  CIFAR-10            Raw         30.64   \n",
      "15        Random Forest  CIFAR-10            Raw         46.58   \n",
      "16                  KNN  CIFAR-10            Raw         34.17   \n",
      "17          Naive Bayes  CIFAR-10            Raw         29.76   \n",
      "18  Logistic Regression  CIFAR-10  HOG+Color+PCA         19.32   \n",
      "19                  SVM  CIFAR-10  HOG+Color+PCA         26.27   \n",
      "20        Decision Tree  CIFAR-10  HOG+Color+PCA         22.08   \n",
      "21        Random Forest  CIFAR-10  HOG+Color+PCA         24.38   \n",
      "22                  KNN  CIFAR-10  HOG+Color+PCA         20.33   \n",
      "23          Naive Bayes  CIFAR-10  HOG+Color+PCA         19.62   \n",
      "\n",
      "    Training Time (s)  Inference Time (s)  Precision (%)  Recall (%)  \\\n",
      "0         8119.822155            0.044054      92.529584   92.496765   \n",
      "1          269.603952           73.569746      96.617005   96.569106   \n",
      "2            8.147237            0.020644      86.371108   86.272550   \n",
      "3           33.792825            0.285185      96.927011   96.911215   \n",
      "4            0.051807            7.054646      94.421126   94.358619   \n",
      "5            0.532834            0.548444      66.993070   51.700874   \n",
      "6            5.362700            0.001853      93.956115   93.954080   \n",
      "7           27.531082           12.969134      96.950831   96.943318   \n",
      "8            3.674733            0.002422      77.978132   77.584463   \n",
      "9           50.629445            0.168595      93.230412   93.264547   \n",
      "10           0.038687            0.845527      93.458980   93.280628   \n",
      "11           0.061025            0.044234      89.694452   89.635660   \n",
      "12       12256.469857            0.466214      36.608665   36.820000   \n",
      "13        5771.112992         1950.781482      54.720919   54.810000   \n",
      "14         259.736500            0.469586      30.620660   30.640000   \n",
      "15         672.917289            1.481069      46.151780   46.580000   \n",
      "16           0.425432           93.227550      43.835752   34.170000   \n",
      "17           4.175978            5.937305      31.121407   29.760000   \n",
      "18           0.576800            0.006606      18.334424   19.320000   \n",
      "19         369.800025          103.888148      25.752165   26.270000   \n",
      "20           2.206518            0.003977      21.431318   22.080000   \n",
      "21          77.253249            0.617084      23.449177   24.380000   \n",
      "22           0.488982            7.093251      20.258938   20.330000   \n",
      "23           0.027939            0.022667      20.057291   19.620000   \n",
      "\n",
      "    F1-score (%)  \n",
      "0      92.503190  \n",
      "1      96.585449  \n",
      "2      86.300001  \n",
      "3      96.916617  \n",
      "4      94.368602  \n",
      "5      46.918559  \n",
      "6      93.950331  \n",
      "7      96.944120  \n",
      "8      77.683984  \n",
      "9      93.236509  \n",
      "10     93.309798  \n",
      "11     89.636479  \n",
      "12     36.668170  \n",
      "13     54.666904  \n",
      "14     30.355911  \n",
      "15     46.243652  \n",
      "16     32.851563  \n",
      "17     27.546278  \n",
      "18     16.980501  \n",
      "19     25.000161  \n",
      "20     21.005080  \n",
      "21     23.597213  \n",
      "22     19.785164  \n",
      "23     17.767121  \n"
     ]
    }
   ],
   "execution_count": 4
  }
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